diff --git a/Project/Tools/User_Interface.ipynb b/Project/Tools/User_Interface.ipynb
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@@ -0,0 +1,406 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# User Interface Configuration and Information\n",
+    "We want to create a small user interface for our prototype in emoji prediction"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Needed\n",
+    "We want to define needed components for this UI"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "import random\n",
+    "import ipywidgets as widgets\n",
+    "from IPython.display import display, clear_output"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Trigger refresh of prediction\n",
+    "each action of typing and sending should yield a new updated prediction for best fitting emojis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "predictions = [\"🤐\",\"🤑\",\"🤒\",\"🤓\",\"🤔\",\"🤕\",\"🤗\",\"🤘\"]\n",
+    "\n",
+    "def trigger_new_prediction(all_chat, current_message):\n",
+    "    global predictions\n",
+    "    random.shuffle(predictions)\n",
+    "    update_descriptions()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### User Output\n",
+    "the wiritten text as an overview or list of text"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "all_text = \"no text yet \\n\"\n",
+    "\n",
+    "out = widgets.Output(layout = widgets.Layout(max_height = \"500px\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### User Input\n",
+    "the user has to interact with our UI so hee needs:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Text Input field\n",
+    "a simple line for text input on the bottom of UI"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "text_input = widgets.Text()\n",
+    "\n",
+    "def submit_new_message(p):\n",
+    "    global all_text\n",
+    "    bar = \"----------- \\n\"\n",
+    "    time = \"12:00 \\n\"\n",
+    "    msg = text_input.value +\"\\n\"\n",
+    "    new_message = bar + time + msg\n",
+    "    all_text += new_message \n",
+    "    \n",
+    "    with out:\n",
+    "        clear_output()\n",
+    "        print(all_text)\n",
+    "        \n",
+    "    trigger_new_prediction(all_text, text_input.value)\n",
+    "    update_descriptions()\n",
+    "    text_input.description = \"\"\n",
+    "        \n",
+    "text_input.on_submit(submit_new_message)\n",
+    "\n",
+    "#TODO\n",
+    "#text_input.observe(trigger_new_prediction, type=\"change\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### A sent button to enter yout typed in message\n",
+    "alternatively it should be also possible to simply type enter"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sent_button = widgets.Button(description = \"Sent\")\n",
+    "\n",
+    "sent_button.on_click(submit_new_message)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### A list of buttons for selecting predicted emojis\n",
+    "a set of fixed size of buttons with a dynamic changeable labeling replaced by the unicode emoji"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "p0_button = widgets.Button(description = \"p0\")\n",
+    "\n",
+    "def on_p0_button_click(p):\n",
+    "    update_descriptions()    \n",
+    "    #with out:\n",
+    "    text_input.value += \" \"+predictions[0]\n",
+    "\n",
+    "p0_button.on_click(on_p0_button_click)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "p1_button = widgets.Button(description = \"p1\")\n",
+    "\n",
+    "def on_p1_button_click(p):\n",
+    "    update_descriptions()\n",
+    "    with out:\n",
+    "        text_input.value += \" \"+predictions[1]\n",
+    "\n",
+    "p1_button.on_click(on_p1_button_click)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "p2_button = widgets.Button(description = \"p2\")\n",
+    "\n",
+    "def on_p2_button_click(p):\n",
+    "    update_descriptions()\n",
+    "    with out:\n",
+    "        text_input.value += \" \"+predictions[2]\n",
+    "\n",
+    "p2_button.on_click(on_p2_button_click)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "p3_button = widgets.Button(description = \"p3\")\n",
+    "\n",
+    "def on_p3_button_click(p):\n",
+    "    update_descriptions()\n",
+    "    with out:\n",
+    "        text_input.value += \" \"+predictions[3]\n",
+    "\n",
+    "p3_button.on_click(on_p3_button_click)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "p4_button = widgets.Button(description = \"p4\")\n",
+    "\n",
+    "def on_p4_button_click(p):\n",
+    "    update_descriptions()\n",
+    "    with out:\n",
+    "        text_input.value += \" \"+predictions[4]\n",
+    "\n",
+    "p4_button.on_click(on_p4_button_click)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "p5_button = widgets.Button(description = \"p5\")\n",
+    "\n",
+    "def on_p5_button_click(p):\n",
+    "    update_descriptions()\n",
+    "    with out:\n",
+    "        text_input.value += \" \"+predictions[5]\n",
+    "\n",
+    "p5_button.on_click(on_p5_button_click)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "p6_button = widgets.Button(description = \"p6\")\n",
+    "\n",
+    "def on_p6_button_click(p):\n",
+    "    update_descriptions()\n",
+    "    with out:\n",
+    "        text_input.value += \" \"+predictions[6]\n",
+    "\n",
+    "p6_button.on_click(on_p6_button_click)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "p7_button = widgets.Button(description = \"p7\")\n",
+    "\n",
+    "def on_p7_button_click(p):\n",
+    "    update_descriptions()\n",
+    "    with out:\n",
+    "        text_input.value += \" \"+predictions[7]\n",
+    "\n",
+    "p7_button.on_click(on_p7_button_click)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def update_descriptions():\n",
+    "    global predictions\n",
+    "    p0_button.description = predictions[0]\n",
+    "    p1_button.description = predictions[1]\n",
+    "    p2_button.description = predictions[2]\n",
+    "    p3_button.description = predictions[3]\n",
+    "    p4_button.description = predictions[4]\n",
+    "    p5_button.description = predictions[5]\n",
+    "    p6_button.description = predictions[6]\n",
+    "    p7_button.description = predictions[7]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Additional\n",
+    "Developer Information\n",
+    "#### Output of in and out commands\n",
+    "#### Prob distribution or whole list of sorted emojis\n",
+    "#### configuration information"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Prototype UI"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c3dff961d8674fc284e1a83b77923687",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "A Jupyter Widget"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "trigger_new_prediction() missing 1 required positional argument: 'current_message'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/ipywidgets/widgets/widget.py\u001b[0m in \u001b[0;36m_handle_msg\u001b[0;34m(self, msg)\u001b[0m\n\u001b[1;32m    665\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0;34m'buffer_paths'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    666\u001b[0m                     \u001b[0m_put_buffers\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstate\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'buffer_paths'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmsg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'buffers'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 667\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_state\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    668\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    669\u001b[0m         \u001b[0;31m# Handle a state request.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/ipywidgets/widgets/widget.py\u001b[0m in \u001b[0;36mset_state\u001b[0;34m(self, sync_data)\u001b[0m\n\u001b[1;32m    532\u001b[0m         \u001b[0;31m# be locked when the hold_trait_notification context manager is\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    533\u001b[0m         \u001b[0;31m# released and notifications are fired.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 534\u001b[0;31m         \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lock_property\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0msync_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhold_trait_notifications\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    535\u001b[0m             \u001b[0;32mfor\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msync_data\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    536\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.6/contextlib.py\u001b[0m in \u001b[0;36m__enter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     79\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__enter__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     80\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 81\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgen\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     82\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     83\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"generator didn't yield\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/ipywidgets/widgets/widget.py\u001b[0m in \u001b[0;36m_lock_property\u001b[0;34m(self, **properties)\u001b[0m\n\u001b[1;32m    615\u001b[0m         \u001b[0mflawed\u001b[0m\u001b[0;34m.\u001b[0m  \u001b[0mIn\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mfuture\u001b[0m \u001b[0mwe\u001b[0m \u001b[0mmay\u001b[0m \u001b[0mwant\u001b[0m \u001b[0mto\u001b[0m \u001b[0mlook\u001b[0m \u001b[0minto\u001b[0m \u001b[0mbuffering\u001b[0m \u001b[0mstate\u001b[0m \u001b[0mchanges\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    616\u001b[0m         back to the front-end.\"\"\"\n\u001b[0;32m--> 617\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_property_lock\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mproperties\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    618\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    619\u001b[0m             \u001b[0;32myield\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/traitlets/traitlets.py\u001b[0m in \u001b[0;36m__set__\u001b[0;34m(self, obj, value)\u001b[0m\n\u001b[1;32m    583\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mTraitError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'The \"%s\" trait is read-only.'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    584\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 585\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    586\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    587\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_validate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/traitlets/traitlets.py\u001b[0m in \u001b[0;36mset\u001b[0;34m(self, obj, value)\u001b[0m\n\u001b[1;32m    572\u001b[0m             \u001b[0;31m# we explicitly compare silent to True just in case the equality\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    573\u001b[0m             \u001b[0;31m# comparison above returns something other than True/False\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 574\u001b[0;31m             \u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_notify_trait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mold_value\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnew_value\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    575\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    576\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__set__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/traitlets/traitlets.py\u001b[0m in \u001b[0;36m_notify_trait\u001b[0;34m(self, name, old_value, new_value)\u001b[0m\n\u001b[1;32m   1137\u001b[0m             \u001b[0mnew\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnew_value\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1138\u001b[0m             \u001b[0mowner\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1139\u001b[0;31m             \u001b[0mtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'change'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1140\u001b[0m         ))\n\u001b[1;32m   1141\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/ipywidgets/widgets/widget.py\u001b[0m in \u001b[0;36mnotify_change\u001b[0;34m(self, change)\u001b[0m\n\u001b[1;32m    598\u001b[0m                 \u001b[0;31m# Send new state to front-end\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    599\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend_state\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 600\u001b[0;31m         \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mWidget\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnotify_change\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchange\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    601\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    602\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/traitlets/traitlets.py\u001b[0m in \u001b[0;36mnotify_change\u001b[0;34m(self, change)\u001b[0m\n\u001b[1;32m   1174\u001b[0m                 \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1175\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1176\u001b[0;31m             \u001b[0mc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchange\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1177\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1178\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_add_notifiers\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhandler\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mTypeError\u001b[0m: trigger_new_prediction() missing 1 required positional argument: 'current_message'"
+     ]
+    }
+   ],
+   "source": [
+    "text_output = widgets.VBox([out])\n",
+    "all_prediction_buttons = widgets.HBox([p0_button,p1_button,p2_button,p3_button,p4_button,p5_button,p6_button,p7_button])\n",
+    "user_input = widgets.HBox([text_input,sent_button])\n",
+    "total_layout = widgets.VBox([text_output,all_prediction_buttons,user_input],layout = widgets.Layout(max_width = \"450px\"))\n",
+    "display(total_layout)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Project/naive_approach/Emoji_Distance.ipynb b/Project/naive_approach/Emoji_Distance.ipynb
index 5b2fc06..20fcf39 100644
--- a/Project/naive_approach/Emoji_Distance.ipynb
+++ b/Project/naive_approach/Emoji_Distance.ipynb
@@ -15,7 +15,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 34,
    "metadata": {
     "collapsed": true
    },
@@ -26,6 +26,17 @@
     "import numpy as np"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "N=3"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 2,
@@ -47,21 +58,33 @@
    },
    "outputs": [],
    "source": [
-    "#calculates vector distance between 2 3-dim sentiment representations of emojis\n",
-    "def sentiment_vector_dist(v1,v2):\n",
-    "    #pos_v1 = v1[0]\n",
-    "    #neg_v1 = v1[1]\n",
-    "    #neu_v1 = v1[2]\n",
-    "    \n",
-    "    #pos_v2 = v2[0]\n",
-    "    #neg_v2 = v2[1]\n",
-    "    #neu_v2 = v2[2]\n",
-    "    \n",
-    "    #tmp_dist = float(np.abs(pos_v1-pos_v2))+float(np.abs(neg_v1-neg_v2))+float(np.abs(neu_v1-neu_v2))\n",
-    "    \n",
-    "    #calculates vector distance between 2 3-dim sentiment representations of emojis consisting of positive neutral and negative probabilistic occuring\n",
-    "    tmp_dist = np.linalg.norm(np.array(v1)-np.array(v2))  \n",
-    "    return tmp_dist"
+    "def dataframe_to_dictionary():\n",
+    "    data = {}\n",
+    "    data_only_emoticons = {}\n",
+    "    list_sentiment_vectors = []\n",
+    "    list_emojis = []\n",
+    "    list_sentiment_emoticon_vectors = []\n",
+    "    list_emoticon_emojis = []\n",
+    "    for index, row in df.iterrows():\n",
+    "        emo = row[\"Emoji\"]\n",
+    "        occ = row[\"Occurrences\"]\n",
+    "        pos = row[\"Positive\"]\n",
+    "        neg = row[\"Negative\"]\n",
+    "        neu = row[\"Neutral\"]\n",
+    "        data.update({emo:[pos/occ,neg/occ,neu/occ]})\n",
+    "        \n",
+    "        list_sentiment_vectors.append(np.array([pos/occ,neg/occ,neu/occ]))\n",
+    "        list_emojis.append(emo)\n",
+    "        \n",
+    "        if(row[\"Unicode block\"]==\"Emoticons\"):\n",
+    "            data_only_emoticons.update({emo:[pos/occ,neg/occ,neu/occ]})\n",
+    "            \n",
+    "            list_sentiment_emoticon_vectors.append(np.array([pos/occ,neg/occ,neu/occ]))\n",
+    "            list_emoticon_emojis.append(emo)\n",
+    "\n",
+    "\n",
+    "    return data,data_only_emoticons,np.array(list_sentiment_vectors), np.array(list_emojis), np.array(list_sentiment_emoticon_vectors),np.array(list_emoticon_emojis)\n",
+    "#d , doe = dataframe_to_dictionary()"
    ]
   },
   {
@@ -72,15 +95,7 @@
    },
    "outputs": [],
    "source": [
-    "#calculates vector representation in a 3dim 0 to 1space of dimension: positive,negative,neutral\n",
-    "def emoji_to_sentiment_vector(e):\n",
-    "    tmp = df[df[\"Emoji\"]==e]    \n",
-    "    #calculate by espacial labeled occurences devided by sum of overall occurences\n",
-    "    pos = tmp[\"Positive\"].values/tmp[\"Occurrences\"].values\n",
-    "    neg = tmp[\"Negative\"].values/tmp[\"Occurrences\"].values\n",
-    "    neu = tmp[\"Neutral\"].values/tmp[\"Occurrences\"].values\n",
-    "    #return as np array\n",
-    "    return np.array([pos,neg,neu])"
+    "data , data_only_emoticons, list_sentiment_vectors , list_emojis , list_sentiment_emoticon_vectors , list_emoticon_emojis = dataframe_to_dictionary()"
    ]
   },
   {
@@ -90,6 +105,43 @@
     "collapsed": true
    },
    "outputs": [],
+   "source": [
+    "#calculates vector distance between 2 3-dim sentiment representations of emojis\n",
+    "def sentiment_vector_dist(v1,v2):\n",
+    "    #calculates vector distance between 2 3-dim sentiment representations of emojis consisting of positive neutral and negative probabilistic occuring\n",
+    "    tmp_dist = np.linalg.norm(np.array(v1)-np.array(v2))  \n",
+    "    return tmp_dist"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "#calculates vector representation in a 3dim 0 to 1space of dimension: positive,negative,neutral\n",
+    "def emoji_to_sentiment_vector(e, only_emoticons=True):\n",
+    "    \"\"\"tmp = df[df[\"Emoji\"]==e]    \n",
+    "    #calculate by espacial labeled occurences devided by sum of overall occurences\n",
+    "    pos = tmp[\"Positive\"].values[0]/tmp[\"Occurrences\"].values[0]\n",
+    "    neg = tmp[\"Negative\"].values[0]/tmp[\"Occurrences\"].values[0]\n",
+    "    neu = tmp[\"Neutral\"].values[0]/tmp[\"Occurrences\"].values[0]\n",
+    "    #return as np array\n",
+    "    return np.array([pos,neg,neu])\"\"\"\n",
+    "    if e in (data_only_emoticons if only_emoticons else data):\n",
+    "        return np.array((data_only_emoticons if only_emoticons else data)[e])\n",
+    "    return np.array([float('NaN')]*N) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
    "source": [
     "#function to call for evaluating two emojis in its sentimental distance\n",
     "def emoji_distance(e1,e2):\n",
@@ -102,46 +154,98 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def sentiment_vector_to_emoji(v1):\n",
-    "    #if(len(v1) == 3):\n",
-    "        #set initial values to compare with\n",
-    "        best_emoji = \"😐\"\n",
-    "        min_distance = 10000\n",
-    "        \n",
-    "        #compare only with filtred emoticons\n",
-    "        df_filtered = df[df[\"Unicode block\"]==\"Emoticons\"]\n",
-    "        all_smilies = list(df_filtered[\"Emoji\"])\n",
-    "        for e in all_smilies:\n",
-    "            v2 = emoji_to_sentiment_vector(e)\n",
-    "            d = sentiment_vector_dist(v1,v2)\n",
-    "            if(d < min_distance):\n",
-    "                min_distance = d\n",
-    "                best_emoji = e\n",
-    "                print(str(v1),str(v2),str(min_distance),str(type(v1)),str(type(v2)),e)\n",
-    "\n",
-    "\n",
-    "        print(\"for sentiment vector: \"+str(v1)+\" the emoji is : \"+str(best_emoji)+\" with distance of \"+str(min_distance)+\"!\")\n",
-    "        return best_emoji\n",
-    "        \n",
-    "    #else:\n",
-    "        #print(\"WRONG SENTIMENT VECTOR\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 27,
    "metadata": {
     "collapsed": true
    },
    "outputs": [],
    "source": [
-    "def show_demo():\n",
+    "def sentiment_vector_to_emoji(v1, only_emoticons=True):\n",
+    "    #more efficient approach for min distance\n",
+    "    distances = (list_sentiment_emoticon_vectors if only_emoticons else list_sentiment_vectors) - v1\n",
+    "    distances = np.linalg.norm(distances, axis=1)\n",
+    "    #find min entry\n",
+    "    min_entry = np.argmin(distances)\n",
+    "    \n",
+    "    return (list_emoticon_emojis if only_emoticons else list_emojis)[min_entry]\n",
+    "\n",
+    "    #version for dics\n",
+    "\n",
+    "    \"\"\"#set initial values to compare with\n",
+    "    best_emoji = \"😐\"\n",
+    "    min_distance = 10000\n",
+    "\n",
+    "    #compare only with filtred emoticons not containing other elements like cars etc.\n",
+    "    #compare for each existing emoticons sentment vector to find the minimal distance equivalent to the best match\n",
+    "    for e,v2 in doe.items():\n",
+    "        #v2 = emoji_to_sentiment_vector(e)\n",
+    "        d = sentiment_vector_dist(v1,v2)\n",
+    "        if(d < min_distance):\n",
+    "            min_distance = d\n",
+    "            best_emoji = e\n",
+    "\n",
+    "\n",
+    "    #print(\"for sentiment vector: \"+str(v1)+\" the emoji is : \"+str(best_emoji)+\" with distance of \"+str(min_distance)+\"!\")\n",
+    "    return best_emoji\"\"\"\n",
+    "\n",
+    "    #old version\n",
+    "\n",
+    "    \"\"\"#set initial values to compare with\n",
+    "    best_emoji = \"😐\"\n",
+    "    min_distance = 10000\n",
+    "\n",
+    "    #compare only with filtred emoticons not containing other elements like cars etc.\n",
     "    df_filtered = df[df[\"Unicode block\"]==\"Emoticons\"]\n",
     "    all_smilies = list(df_filtered[\"Emoji\"])\n",
+    "    #compare for each existing emoticons sentment vector to find the minimal distance equivalent to the best match\n",
+    "    for e in all_smilies:\n",
+    "        v2 = emoji_to_sentiment_vector(e)\n",
+    "        d = sentiment_vector_dist(v1,v2)\n",
+    "        if(d < min_distance):\n",
+    "            min_distance = d\n",
+    "            best_emoji = e\n",
+    "\n",
+    "\n",
+    "    #print(\"for sentiment vector: \"+str(v1)+\" the emoji is : \"+str(best_emoji)+\" with distance of \"+str(min_distance)+\"!\")\n",
+    "    return best_emoji\"\"\"\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def show_demo_min_distances(only_emoticons = True):\n",
+    "    #df_filtered = df[df[\"Unicode block\"]==\"Emoticons\"]\n",
+    "    all_smilies = list_emoticon_emojis if only_emoticons else list_emojis\n",
+    "\n",
+    "    d_m = np.zeros(shape=(len(all_smilies),len(all_smilies)))\n",
+    "\n",
+    "    for c1 in range(len(all_smilies)):\n",
+    "        for c2 in range(len(all_smilies)):\n",
+    "            e1 = all_smilies[c1]\n",
+    "            e2 = all_smilies[c2]\n",
+    "\n",
+    "            d = emoji_distance(e1,e2)\n",
+    "            d_m[c1,c2] = d\n",
+    "            \n",
+    "    for c in range(len(d_m[0])):\n",
+    "        emoji = all_smilies[c]\n",
+    "        row = d_m[c]\n",
+    "        row_sorted = np.argsort(row)\n",
+    "        #closest 5\n",
+    "        r = row_sorted[0:10]\n",
+    "        #print()\n",
+    "        closest = \"\"\n",
+    "        for i in r:\n",
+    "            closest+=all_smilies[i]\n",
+    "        print(emoji+\": \"+closest)\n",
+    "    \n",
+    "    \"\"\"df_filtered = df[df[\"Unicode block\"]==\"Emoticons\"]\n",
+    "    all_smilies = list(df_filtered[\"Emoji\"])\n",
     "\n",
     "    d_m = np.zeros(shape=(len(all_smilies),len(all_smilies)))\n",
     "\n",
@@ -163,63 +267,1150 @@
     "        closest = \"\"\n",
     "        for i in r:\n",
     "            closest+=all_smilies[i]\n",
-    "        print(emoji+\": \"+closest)"
+    "        print(emoji+\": \"+closest)\"\"\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[ 0.39118825]\n",
-      " [ 0.38451268]\n",
-      " [ 0.22429907]] [[ 0.46813021]\n",
-      " [ 0.24716181]\n",
-      " [ 0.28470797]] 0.168625514858 <class 'numpy.ndarray'> <class 'numpy.ndarray'> 😂\n",
-      "[[ 0.39118825]\n",
-      " [ 0.38451268]\n",
-      " [ 0.22429907]] [[ 0.34310532]\n",
-      " [ 0.43648208]\n",
-      " [ 0.2204126 ]] 0.0709076267317 <class 'numpy.ndarray'> <class 'numpy.ndarray'> 😭\n",
-      "[[ 0.39118825]\n",
-      " [ 0.38451268]\n",
-      " [ 0.22429907]] [[ 0.39118825]\n",
-      " [ 0.38451268]\n",
-      " [ 0.22429907]] 0.0 <class 'numpy.ndarray'> <class 'numpy.ndarray'> 😢\n",
-      "for sentiment vector: [[ 0.39118825]\n",
-      " [ 0.38451268]\n",
-      " [ 0.22429907]] the emoji is : 😢 with distance of 0.0!\n"
+      "😂: 😂😱😬🙇😈😹😅😥🙉😵\n",
+      "😍: 😍😊😘😚😻😛😋😇🙌😀\n",
+      "😭: 😭😪😓😴😔😷😖😫😢😨\n",
+      "😘: 😘😚😍😙😊😗😛😻😽😋\n",
+      "😊: 😊😻😛😍😇😋😀🙌😘😚\n",
+      "😁: 😁😄😝😎🙊😜😆🙆😉🙋\n",
+      "😩: 😩😒😕🙍😿😾😠😦😐😑\n",
+      "🙏: 🙏😏😸😉🙀😮😜😝😄🙉\n",
+      "😏: 😏🙏😮🙀😸😈🙉😉😜😝\n",
+      "😉: 😉😜😸😝🙆😄😁😎😆🙊\n",
+      "🙌: 🙌😀😛😻😇🙋😌😊😋😃\n",
+      "🙈: 🙈😼😌🙊🙋😆😁😄😺😎\n",
+      "😄: 😄😝😁😆😜🙊😉😎😸🙉\n",
+      "😒: 😒😩😕😿🙍😾😠😦😐😑\n",
+      "😃: 😃🙆😎😀😇😋🙋🙌😁🙊\n",
+      "😔: 😔😷😭😖😪😓😴😫😤😨\n",
+      "😱: 😱😬😂🙇😹😅😥😵😈😯\n",
+      "😜: 😜😉😝😁😄🙆😎😸😆🙊\n",
+      "😳: 😳😲😧😵😯🙇😹😶😢😥\n",
+      "😡: 😡😣😞🙎😫😖😰😠😔😷\n",
+      "😎: 😎🙆😁🙊😜😃😄😝🙋😉\n",
+      "😢: 😢😟😪😓😴😭😵😥😧😰\n",
+      "😋: 😋😇😻😀😊😃😛🙌😍🙆\n",
+      "🙊: 🙊🙋😁😆😎🙈😌😄😼😝\n",
+      "😴: 😴😭😪😓😔😧😨😢😷😲\n",
+      "😌: 😌🙋🙈🙊🙌😼😀😎😆😁\n",
+      "😞: 😞😫😖🙎😰😓😔😡😪😭\n",
+      "😆: 😆😄😁🙊😝😼🙈😜😎🙉\n",
+      "😝: 😝😄😜😁😆😉😸😎🙊🙆\n",
+      "😪: 😪😓😭😴😔😢😷😖😫😞\n",
+      "😫: 😫😖😞😔😷😭😓😪😣😡\n",
+      "😅: 😅😹😥😬🙇😱😂😟😵😢\n",
+      "😀: 😀😇🙌😻😛😋😃🙋😊😌\n",
+      "😚: 😚😘😍😙😗😊😛😻😽😋\n",
+      "😻: 😻😊😛😇😀😋🙌😍😘😃\n",
+      "😥: 😥😹😟😅😵🙇😬😱😢😂\n",
+      "😕: 😕😒😩😿🙍😾😠😦😐😑\n",
+      "😤: 😤🙅😷😨😔😶😑😖😭😴\n",
+      "😈: 😈😮🙉🙀😂😱😬😯🙇😄\n",
+      "😰: 😰🙎😞😫😓😢😪😭😖😟\n",
+      "😑: 😑😦😐🙅😤😿😶😒😨😕\n",
+      "😹: 😹🙇😥😬😅😵😱😂😟😢\n",
+      "😠: 😠🙍😾😩😒😕😿😣😖😫\n",
+      "😓: 😓😪😭😴😔😢😷😖😫😞\n",
+      "😣: 😣😡😫😞😠😖🙍😾🙎😷\n",
+      "😐: 😐😦😑😿😕😒😩🙅😤🙍\n",
+      "😨: 😨😶🙅😤😧😲😴😔😷😭\n",
+      "😖: 😖😫😔😷😞😭😓😪😣😴\n",
+      "😷: 😷😔😖😤😭😫😪😓😨😴\n",
+      "🙋: 🙋😌🙊🙈😎🙌😀😁😆😼\n",
+      "😛: 😛😻😊🙌😀😇😍😋😘😽\n",
+      "😬: 😬😱😂🙇😹😅😥😵😈😟\n",
+      "😙: 😙😚😘😗😍😊😛😻😽😋\n",
+      "🙆: 🙆😎😜😃😉😁😝😄🙊😸\n",
+      "🙅: 🙅😤😶😨😑😷😔😲😧😴\n",
+      "🙉: 🙉🙀😈😄😝😆😸😮😁😜\n",
+      "😇: 😇😀😋😻🙌😊😛😃🙋😍\n",
+      "😿: 😿😒😕😩🙍😦😠😐😾😑\n",
+      "😲: 😲😧😶😨😴😳😭😪😓🙅\n",
+      "😶: 😶😨🙅😲😧😤😴😔😷😭\n",
+      "😵: 😵🙇😹😥😟😱😬😅😢😳\n",
+      "😸: 😸😉😜😝😄🙀😁🙉🙆😎\n",
+      "😧: 😧😲😨😴😶😭😪😳😓😢\n",
+      "😮: 😮😈🙀🙉😏😸😯😂🙏😱\n",
+      "😽: 😽😛😘😍😚🙌😊😻😗😺\n",
+      "🙀: 🙀🙉😮😈😸😝😄😜😉😆\n",
+      "🙇: 🙇😹😱😬😵😥😂😅😟😯\n",
+      "😟: 😟😥😢😵😹😅🙇😬😱😓\n",
+      "😯: 😯😳🙇😱😈😵😮😂😬😹\n",
+      "😦: 😦😐😑😿😕😒😩🙅😤🙍\n",
+      "🙍: 🙍😾😩😠😒😕😿😣😖😡\n",
+      "😺: 😺🙈😌😼🙋😽🙊🙌😆😛\n",
+      "😾: 😾🙍😩😠😒😕😿😣😡😖\n",
+      "😼: 😼🙈😆🙊😌😁🙋😄😝🙉\n",
+      "🙎: 🙎😰😞😡😫😖😣😓😪😭\n",
+      "😗: 😗😙😚😘😽😍😊😛😻🙌\n"
      ]
-    },
+    }
+   ],
+   "source": [
+    "show_demo_min_distances()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "#test bipolar matching entiment vector vs. emoji\n",
+    "#def show_demo_matching_bipolar\n",
+    "#    df_filtered = df[df[\"Unicode block\"]==\"Emoticons\"]\n",
+    "#    all_smilies = list(df_filtered[\"Emoji\"])\n",
+    "#    for e in all_smilies:\n",
+    "#        v2 = emoji_to_sentiment_vector(e)\n",
+    "#        sentiment_vector_to_emoji(v2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
       "text/plain": [
-       "'😢'"
+       "[('😂', '😂'),\n",
+       " ('❤', '😙'),\n",
+       " ('♥', '😋'),\n",
+       " ('😍', '😍'),\n",
+       " ('😭', '😭'),\n",
+       " ('😘', '😘'),\n",
+       " ('😊', '😊'),\n",
+       " ('👌', '🙌'),\n",
+       " ('💕', '😋'),\n",
+       " ('👏', '🙋'),\n",
+       " ('😁', '😁'),\n",
+       " ('☺', '😍'),\n",
+       " ('♡', '😍'),\n",
+       " ('👍', '🙋'),\n",
+       " ('😩', '😩'),\n",
+       " ('🙏', '🙏'),\n",
+       " ('✌', '😜'),\n",
+       " ('😏', '😏'),\n",
+       " ('😉', '😉'),\n",
+       " ('🙌', '🙌'),\n",
+       " ('🙈', '🙈'),\n",
+       " ('💪', '😃'),\n",
+       " ('😄', '😄'),\n",
+       " ('😒', '😒'),\n",
+       " ('💃', '😚'),\n",
+       " ('💖', '😚'),\n",
+       " ('😃', '😃'),\n",
+       " ('😔', '😔'),\n",
+       " ('😱', '😱'),\n",
+       " ('🎉', '😚'),\n",
+       " ('😜', '😜'),\n",
+       " ('☯', '😏'),\n",
+       " ('🌸', '😋'),\n",
+       " ('💜', '😊'),\n",
+       " ('💙', '😚'),\n",
+       " ('✨', '😏'),\n",
+       " ('😳', '😳'),\n",
+       " ('💗', '😊'),\n",
+       " ('★', '😏'),\n",
+       " ('█', '😏'),\n",
+       " ('☀', '🙏'),\n",
+       " ('😡', '😡'),\n",
+       " ('😎', '😎'),\n",
+       " ('😢', '😢'),\n",
+       " ('💋', '😍'),\n",
+       " ('😋', '😋'),\n",
+       " ('🙊', '🙊'),\n",
+       " ('😴', '😴'),\n",
+       " ('🎶', '😀'),\n",
+       " ('💞', '😚'),\n",
+       " ('😌', '😌'),\n",
+       " ('🔥', '😏'),\n",
+       " ('💯', '😯'),\n",
+       " ('🔫', '😷'),\n",
+       " ('💛', '😚'),\n",
+       " ('💁', '🙉'),\n",
+       " ('💚', '😘'),\n",
+       " ('♫', '😏'),\n",
+       " ('😞', '😞'),\n",
+       " ('😆', '😆'),\n",
+       " ('😝', '😝'),\n",
+       " ('😪', '😪'),\n",
+       " ('�', '😏'),\n",
+       " ('😫', '😫'),\n",
+       " ('😅', '😅'),\n",
+       " ('👊', '😅'),\n",
+       " ('💀', '🙅'),\n",
+       " ('😀', '😀'),\n",
+       " ('😚', '😚'),\n",
+       " ('😻', '😻'),\n",
+       " ('©', '😏'),\n",
+       " ('👀', '😯'),\n",
+       " ('💘', '😍'),\n",
+       " ('🐓', '😏'),\n",
+       " ('☕', '😏'),\n",
+       " ('👋', '😆'),\n",
+       " ('✋', '😥'),\n",
+       " ('🎊', '😗'),\n",
+       " ('🍕', '🙏'),\n",
+       " ('❄', '😎'),\n",
+       " ('😥', '😥'),\n",
+       " ('😕', '😕'),\n",
+       " ('💥', '😏'),\n",
+       " ('💔', '😶'),\n",
+       " ('😤', '😤'),\n",
+       " ('😈', '😈'),\n",
+       " ('►', '😏'),\n",
+       " ('✈', '😏'),\n",
+       " ('🔝', '😉'),\n",
+       " ('😰', '😰'),\n",
+       " ('⚽', '😋'),\n",
+       " ('😑', '😑'),\n",
+       " ('👑', '😍'),\n",
+       " ('😹', '😹'),\n",
+       " ('👉', '😏'),\n",
+       " ('🍃', '🙏'),\n",
+       " ('🎁', '😙'),\n",
+       " ('😠', '😠'),\n",
+       " ('🐧', '🙏'),\n",
+       " ('☆', '😏'),\n",
+       " ('🍀', '😏'),\n",
+       " ('🎈', '😍'),\n",
+       " ('🎅', '😏'),\n",
+       " ('😓', '😓'),\n",
+       " ('😣', '😣'),\n",
+       " ('😐', '😐'),\n",
+       " ('✊', '😁'),\n",
+       " ('😨', '😨'),\n",
+       " ('😖', '😖'),\n",
+       " ('💤', '🙀'),\n",
+       " ('💓', '😍'),\n",
+       " ('👎', '😖'),\n",
+       " ('💦', '😌'),\n",
+       " ('✔', '😏'),\n",
+       " ('😷', '😷'),\n",
+       " ('⚡', '😏'),\n",
+       " ('🙋', '🙋'),\n",
+       " ('🎄', '🙆'),\n",
+       " ('💩', '😶'),\n",
+       " ('🎵', '😎'),\n",
+       " ('➡', '😏'),\n",
+       " ('😛', '😛'),\n",
+       " ('😬', '😬'),\n",
+       " ('👯', '😜'),\n",
+       " ('💎', '😃'),\n",
+       " ('🌿', '😏'),\n",
+       " ('🎂', '😛'),\n",
+       " ('🌟', '😏'),\n",
+       " ('🔮', '😏'),\n",
+       " ('❗', '😏'),\n",
+       " ('👫', '😈'),\n",
+       " ('🏆', '😚'),\n",
+       " ('✖', '😏'),\n",
+       " ('☝', '😮'),\n",
+       " ('😙', '😙'),\n",
+       " ('⛄', '🙆'),\n",
+       " ('👅', '😁'),\n",
+       " ('♪', '😃'),\n",
+       " ('🍂', '😉'),\n",
+       " ('💏', '😼'),\n",
+       " ('🔪', '😯'),\n",
+       " ('🌴', '🙆'),\n",
+       " ('👈', '🙏'),\n",
+       " ('🌹', '😃'),\n",
+       " ('🙆', '🙆'),\n",
+       " ('➜', '😏'),\n",
+       " ('👻', '😏'),\n",
+       " ('💰', '😏'),\n",
+       " ('🍻', '🙋'),\n",
+       " ('🙅', '🙅'),\n",
+       " ('🌞', '😉'),\n",
+       " ('🍁', '🙏'),\n",
+       " ('⭐', '😃'),\n",
+       " ('▪', '😏'),\n",
+       " ('🎀', '😋'),\n",
+       " ('━', '😏'),\n",
+       " ('☷', '😏'),\n",
+       " ('🐷', '😏'),\n",
+       " ('🙉', '🙉'),\n",
+       " ('🌺', '🙏'),\n",
+       " ('💅', '😼'),\n",
+       " ('🐶', '😀'),\n",
+       " ('🌚', '😌'),\n",
+       " ('👽', '😏'),\n",
+       " ('🎤', '🙊'),\n",
+       " ('👭', '🙋'),\n",
+       " ('🎧', '😝'),\n",
+       " ('👆', '😏'),\n",
+       " ('🍸', '😀'),\n",
+       " ('🍷', '😏'),\n",
+       " ('®', '😏'),\n",
+       " ('🍉', '😻'),\n",
+       " ('😇', '😇'),\n",
+       " ('☑', '😏'),\n",
+       " ('🏃', '🙏'),\n",
+       " ('😿', '😿'),\n",
+       " ('│', '😏'),\n",
+       " ('💣', '😳'),\n",
+       " ('🍺', '😉'),\n",
+       " ('▶', '😏'),\n",
+       " ('😲', '😲'),\n",
+       " ('🎸', '🙏'),\n",
+       " ('🍹', '😊'),\n",
+       " ('💫', '🙏'),\n",
+       " ('📚', '🙉'),\n",
+       " ('😶', '😶'),\n",
+       " ('🌷', '🙏'),\n",
+       " ('💝', '😍'),\n",
+       " ('💨', '🙏'),\n",
+       " ('🏈', '🙆'),\n",
+       " ('💍', '😌'),\n",
+       " ('☔', '😈'),\n",
+       " ('👸', '😋'),\n",
+       " ('🇪', '😃'),\n",
+       " ('░', '😯'),\n",
+       " ('🍩', '😝'),\n",
+       " ('👾', '😏'),\n",
+       " ('☁', '😏'),\n",
+       " ('🌻', '🙆'),\n",
+       " ('😵', '😵'),\n",
+       " ('📒', '😏'),\n",
+       " ('↿', '😋'),\n",
+       " ('🐯', '🙏'),\n",
+       " ('👼', '🙉'),\n",
+       " ('🍔', '😮'),\n",
+       " ('😸', '😸'),\n",
+       " ('👶', '🙊'),\n",
+       " ('↾', '😋'),\n",
+       " ('💐', '😙'),\n",
+       " ('🌊', '🙆'),\n",
+       " ('🍦', '🙋'),\n",
+       " ('🍓', '😍'),\n",
+       " ('👇', '😏'),\n",
+       " ('💆', '😬'),\n",
+       " ('🍴', '🙆'),\n",
+       " ('😧', '😧'),\n",
+       " ('🇸', '😃'),\n",
+       " ('😮', '😮'),\n",
+       " ('▓', '😏'),\n",
+       " ('🚫', '😐'),\n",
+       " ('😽', '😽'),\n",
+       " ('🌈', '🙆'),\n",
+       " ('🙀', '🙀'),\n",
+       " ('⚠', '😏'),\n",
+       " ('🎮', '😸'),\n",
+       " ('╯', '😯'),\n",
+       " ('🍆', '🙏'),\n",
+       " ('🍰', '😌'),\n",
+       " ('✓', '😏'),\n",
+       " ('👐', '😢'),\n",
+       " ('🙇', '🙇'),\n",
+       " ('🍟', '🙀'),\n",
+       " ('🍌', '😁'),\n",
+       " ('💑', '😘'),\n",
+       " ('👬', '😳'),\n",
+       " ('🐣', '😌'),\n",
+       " ('🎃', '😻'),\n",
+       " ('▬', '🙏'),\n",
+       " ('nan', '😂'),\n",
+       " ('😟', '😟'),\n",
+       " ('🐾', '😽'),\n",
+       " ('🎓', '🙌'),\n",
+       " ('🏊', '😃'),\n",
+       " ('🍫', '😹'),\n",
+       " ('📷', '😸'),\n",
+       " ('👄', '😉'),\n",
+       " ('🌼', '😙'),\n",
+       " ('🚶', '😶'),\n",
+       " ('🐱', '😽'),\n",
+       " ('║', '😏'),\n",
+       " ('🐸', '😳'),\n",
+       " ('🇺', '🙌'),\n",
+       " ('👿', '😕'),\n",
+       " ('🚬', '🙌'),\n",
+       " ('✿', '😏'),\n",
+       " ('📖', '😱'),\n",
+       " ('🐒', '🙏'),\n",
+       " ('🌍', '😻'),\n",
+       " ('┊', '😗'),\n",
+       " ('🐥', '😇'),\n",
+       " ('🌀', '😏'),\n",
+       " ('🐼', '😏'),\n",
+       " ('🎥', '😏'),\n",
+       " ('💄', '😸'),\n",
+       " ('💸', '😯'),\n",
+       " ('⛔', '🙆'),\n",
+       " ('●', '😏'),\n",
+       " ('🏀', '😈'),\n",
+       " ('💉', '😆'),\n",
+       " ('💟', '😚'),\n",
+       " ('🚗', '😏'),\n",
+       " ('😯', '😯'),\n",
+       " ('📝', '😏'),\n",
+       " ('═', '😏'),\n",
+       " ('♦', '😉'),\n",
+       " ('💭', '😏'),\n",
+       " ('🌙', '😋'),\n",
+       " ('🐟', '😚'),\n",
+       " ('👣', '😏'),\n",
+       " ('☞', '😏'),\n",
+       " ('✂', '😐'),\n",
+       " ('🗿', '😉'),\n",
+       " ('🍝', '😯'),\n",
+       " ('👪', '😰'),\n",
+       " ('🍭', '😮'),\n",
+       " ('🌃', '😏'),\n",
+       " ('❌', '😅'),\n",
+       " ('🐰', '😻'),\n",
+       " ('💊', '🙊'),\n",
+       " ('🚨', '😗'),\n",
+       " ('😦', '😦'),\n",
+       " ('🍪', '🙉'),\n",
+       " ('🍣', '🙅'),\n",
+       " ('╭', '😏'),\n",
+       " ('✧', '😏'),\n",
+       " ('🎆', '😙'),\n",
+       " ('╮', '😏'),\n",
+       " ('🎎', '😗'),\n",
+       " ('🇩', '😋'),\n",
+       " ('✅', '🙏'),\n",
+       " ('👹', '😯'),\n",
+       " ('📱', '😏'),\n",
+       " ('🙍', '🙍'),\n",
+       " ('🍑', '😂'),\n",
+       " ('🎼', '😏'),\n",
+       " ('🔊', '🙏'),\n",
+       " ('🌌', '🙌'),\n",
+       " ('🍎', '😏'),\n",
+       " ('🐻', '🙊'),\n",
+       " ('─', '😏'),\n",
+       " ('╰', '😏'),\n",
+       " ('💇', '🙀'),\n",
+       " ('♬', '😏'),\n",
+       " ('♚', '😏'),\n",
+       " ('🔴', '😏'),\n",
+       " ('🍱', '😿'),\n",
+       " ('🍊', '😁'),\n",
+       " ('🍒', '😏'),\n",
+       " ('🐭', '😍'),\n",
+       " ('👟', '😉'),\n",
+       " ('🌎', '😏'),\n",
+       " ('🍍', '😺'),\n",
+       " ('🐮', '😋'),\n",
+       " ('📲', '😏'),\n",
+       " ('☼', '😏'),\n",
+       " ('🌅', '🙀'),\n",
+       " ('🇷', '😍'),\n",
+       " ('👠', '🙀'),\n",
+       " ('🌽', '😎'),\n",
+       " ('💧', '😖'),\n",
+       " ('❓', '😏'),\n",
+       " ('🍬', '😼'),\n",
+       " ('😺', '😺'),\n",
+       " ('🐴', '😏'),\n",
+       " ('🚀', '😉'),\n",
+       " ('¦', '😗'),\n",
+       " ('💢', '😏'),\n",
+       " ('🎬', '😏'),\n",
+       " ('🍧', '😼'),\n",
+       " ('🍜', '😺'),\n",
+       " ('🐏', '😃'),\n",
+       " ('🐘', '😯'),\n",
+       " ('👧', '😯'),\n",
+       " ('⠀', '😏'),\n",
+       " ('🏄', '😃'),\n",
+       " ('➤', '😏'),\n",
+       " ('⬆', '😏'),\n",
+       " ('🍋', '😏'),\n",
+       " ('🆗', '😽'),\n",
+       " ('⚪', '🙏'),\n",
+       " ('📺', '🙏'),\n",
+       " ('🍅', '😺'),\n",
+       " ('⛅', '😎'),\n",
+       " ('🐢', '😏'),\n",
+       " ('👙', '😃'),\n",
+       " ('🏡', '🙋'),\n",
+       " ('🌾', '😽'),\n",
+       " ('◉', '😏'),\n",
+       " ('✏', '😏'),\n",
+       " ('🐬', '🙏'),\n",
+       " ('🍤', '😏'),\n",
+       " ('🇹', '😃'),\n",
+       " ('♣', '🙏'),\n",
+       " ('🐝', '😏'),\n",
+       " ('🌝', '😏'),\n",
+       " ('🇮', '😃'),\n",
+       " ('🔋', '😕'),\n",
+       " ('🐍', '🙏'),\n",
+       " ('♔', '🙏'),\n",
+       " ('🍳', '😢'),\n",
+       " ('🔵', '😏'),\n",
+       " ('😾', '😾'),\n",
+       " ('🌕', '😛'),\n",
+       " ('🐨', '🙊'),\n",
+       " ('🔐', '😼'),\n",
+       " ('💿', '😋'),\n",
+       " ('❁', '😏'),\n",
+       " ('🌳', '🙆'),\n",
+       " ('👰', '😃'),\n",
+       " ('❀', '😏'),\n",
+       " ('⚓', '😻'),\n",
+       " ('🚴', '😋'),\n",
+       " ('▀', '😳'),\n",
+       " ('👗', '😏'),\n",
+       " ('➕', '😽'),\n",
+       " ('💬', '😸'),\n",
+       " ('▒', '😏'),\n",
+       " ('🔜', '😮'),\n",
+       " ('🍨', '😅'),\n",
+       " ('💲', '😏'),\n",
+       " ('⛽', '😏'),\n",
+       " ('🍙', '🙀'),\n",
+       " ('🍗', '😳'),\n",
+       " ('🍲', '😯'),\n",
+       " ('🍥', '😕'),\n",
+       " ('▸', '😏'),\n",
+       " ('♛', '😏'),\n",
+       " ('😼', '😼'),\n",
+       " ('🐙', '🙏'),\n",
+       " ('👨', '😃'),\n",
+       " ('🍚', '😽'),\n",
+       " ('🍖', '😯'),\n",
+       " ('♨', '😗'),\n",
+       " ('🎹', '😏'),\n",
+       " ('♕', '😏'),\n",
+       " ('▃', '😗'),\n",
+       " ('🚘', '😳'),\n",
+       " ('🍏', '😯'),\n",
+       " ('👩', '😵'),\n",
+       " ('👦', '😏'),\n",
+       " ('🇬', '😏'),\n",
+       " ('🇧', '😏'),\n",
+       " ('☠', '😯'),\n",
+       " ('🐠', '😌'),\n",
+       " ('🚹', '😙'),\n",
+       " ('💵', '😸'),\n",
+       " ('✰', '😙'),\n",
+       " ('╠', '😏'),\n",
+       " ('👛', '😆'),\n",
+       " ('🚙', '😏'),\n",
+       " ('🌱', '😃'),\n",
+       " ('💻', '😏'),\n",
+       " ('🌏', '🙏'),\n",
+       " ('▄', '😳'),\n",
+       " ('👓', '😏'),\n",
+       " ('◄', '😏'),\n",
+       " ('⚾', '😧'),\n",
+       " ('🌲', '🙏'),\n",
+       " ('👴', '😈'),\n",
+       " ('🏠', '🙆'),\n",
+       " ('🍇', '😼'),\n",
+       " ('🍘', '😺'),\n",
+       " ('🍛', '😵'),\n",
+       " ('🐇', '😮'),\n",
+       " ('🔞', '😯'),\n",
+       " ('👵', '😺'),\n",
+       " ('◀', '😏'),\n",
+       " ('🔙', '😏'),\n",
+       " ('🌵', '😬'),\n",
+       " ('🐽', '😯'),\n",
+       " ('🍮', '😔'),\n",
+       " ('🎇', '😗'),\n",
+       " ('🐎', '😸'),\n",
+       " ('➔', '😏'),\n",
+       " ('💶', '😏'),\n",
+       " ('🐤', '😃'),\n",
+       " ('╩', '😏'),\n",
+       " ('🛀', '🙇'),\n",
+       " ('🌑', '😎'),\n",
+       " ('🚲', '🙏'),\n",
+       " ('🐑', '😳'),\n",
+       " ('🏁', '🙏'),\n",
+       " ('🍞', '😯'),\n",
+       " ('🎾', '😽'),\n",
+       " ('╚', '😏'),\n",
+       " ('🈹', '😏'),\n",
+       " ('🐳', '😯'),\n",
+       " ('👮', '😐'),\n",
+       " ('☹', '😕'),\n",
+       " ('🐵', '🙆'),\n",
+       " ('✪', '😏'),\n",
+       " ('◕', '🙏'),\n",
+       " ('🗼', '😃'),\n",
+       " ('▐', '😏'),\n",
+       " ('♠', '😏'),\n",
+       " ('┳', '😐'),\n",
+       " ('👺', '🙅'),\n",
+       " ('🐚', '😏'),\n",
+       " ('👂', '😶'),\n",
+       " ('🗽', '😏'),\n",
+       " ('🍵', '😆'),\n",
+       " ('🆒', '😏'),\n",
+       " ('🍯', '😟'),\n",
+       " ('🐺', '😏'),\n",
+       " ('⇨', '🙏'),\n",
+       " ('➨', '😏'),\n",
+       " ('🌓', '😋'),\n",
+       " ('🔒', '😬'),\n",
+       " ('╬', '😳'),\n",
+       " ('👳', '😗'),\n",
+       " ('🌂', '😏'),\n",
+       " ('🚌', '😏'),\n",
+       " ('♩', '🙆'),\n",
+       " ('🍡', '😳'),\n",
+       " ('❥', '😏'),\n",
+       " ('🎡', '😏'),\n",
+       " ('💌', '😽'),\n",
+       " ('🐩', '😏'),\n",
+       " ('🌜', '🙏'),\n",
+       " ('⌚', '😏'),\n",
+       " ('🚿', '😚'),\n",
+       " ('🐖', '😏'),\n",
+       " ('🔆', '😃'),\n",
+       " ('🌛', '😃'),\n",
+       " ('💂', '😷'),\n",
+       " ('🐔', '😏'),\n",
+       " ('🙎', '🙎'),\n",
+       " ('🏩', '🙋'),\n",
+       " ('🇫', '🙏'),\n",
+       " ('🔨', '😶'),\n",
+       " ('📢', '🙏'),\n",
+       " ('🐦', '🙏'),\n",
+       " ('🐲', '😏'),\n",
+       " ('♻', '🙏'),\n",
+       " ('🌘', '😋'),\n",
+       " ('🍐', '😅'),\n",
+       " ('🌔', '😋'),\n",
+       " ('╥', '😰'),\n",
+       " ('❊', '😏'),\n",
+       " ('👖', '😏'),\n",
+       " ('🚺', '😏'),\n",
+       " ('😗', '😗'),\n",
+       " ('🎭', '😳'),\n",
+       " ('🐄', '😏'),\n",
+       " ('◟', '😏'),\n",
+       " ('🍢', '😳'),\n",
+       " ('🎨', '😏'),\n",
+       " ('⬇', '🙊'),\n",
+       " ('🚼', '😋'),\n",
+       " ('⛲', '😏'),\n",
+       " ('▁', '😏'),\n",
+       " ('🇴', '😏'),\n",
+       " ('🌗', '😍'),\n",
+       " ('🌖', '😍'),\n",
+       " ('🔅', '😗'),\n",
+       " ('👜', '😏'),\n",
+       " ('🐌', '😙'),\n",
+       " ('💼', '😍'),\n",
+       " ('🚕', '😯'),\n",
+       " ('🐹', '😼'),\n",
+       " ('🌠', '😗'),\n",
+       " ('🐈', '😏'),\n",
+       " ('⇧', '😏'),\n",
+       " ('☎', '😏'),\n",
+       " ('🌁', '😏'),\n",
+       " ('⚫', '😂'),\n",
+       " ('♧', '🙏'),\n",
+       " ('🏰', '😏'),\n",
+       " ('🚵', '😏'),\n",
+       " ('🎢', '😃'),\n",
+       " ('🎷', '😙'),\n",
+       " ('🎐', '😏'),\n",
+       " ('┈', '😾'),\n",
+       " ('╗', '😏'),\n",
+       " ('╱', '😏'),\n",
+       " ('🌇', '😃'),\n",
+       " ('⏰', '😽'),\n",
+       " ('⇩', '😏'),\n",
+       " ('🚂', '😏'),\n",
+       " ('◠', '🙏'),\n",
+       " ('🎿', '😸'),\n",
+       " ('✦', '😏'),\n",
+       " ('🆔', '😗'),\n",
+       " ('⛪', '😏'),\n",
+       " ('🌒', '😋'),\n",
+       " ('🐪', '😋'),\n",
+       " ('╔', '😏'),\n",
+       " ('╝', '🙏'),\n",
+       " ('👔', '🙈'),\n",
+       " ('🔱', '😯'),\n",
+       " ('🆓', '😏'),\n",
+       " ('🐋', '😮'),\n",
+       " ('▽', '🙆'),\n",
+       " ('▂', '😏'),\n",
+       " ('🐛', '🙀'),\n",
+       " ('👕', '🙆'),\n",
+       " ('🚋', '😏'),\n",
+       " ('💳', '🙆'),\n",
+       " ('🌆', '😏'),\n",
+       " ('🏧', '😗'),\n",
+       " ('💡', '😍'),\n",
+       " ('🔹', '😏'),\n",
+       " ('⬅', '🙏'),\n",
+       " ('🍠', '😰'),\n",
+       " ('🐫', '😏'),\n",
+       " ('🏪', '😏'),\n",
+       " ('۩', '😏'),\n",
+       " ('🇱', '🙏'),\n",
+       " ('📹', '😀'),\n",
+       " ('👞', '😀'),\n",
+       " ('🚑', '😯'),\n",
+       " ('🆘', '😟'),\n",
+       " ('👚', '😋'),\n",
+       " ('🚍', '😟'),\n",
+       " ('□', '😡'),\n",
+       " ('🐂', '😏'),\n",
+       " ('🚣', '😋'),\n",
+       " ('✳', '😏'),\n",
+       " ('🏉', '😃'),\n",
+       " ('🗻', '😋'),\n",
+       " ('🐀', '😏'),\n",
+       " ('╦', '😏'),\n",
+       " ('⛺', '😛'),\n",
+       " ('🐕', '😏'),\n",
+       " ('🏂', '😎'),\n",
+       " ('👡', '😎'),\n",
+       " ('📻', '🙏'),\n",
+       " ('✒', '😏'),\n",
+       " ('🌰', '😋'),\n",
+       " ('🏢', '😏'),\n",
+       " ('🎒', '😛'),\n",
+       " ('⌒', '😋'),\n",
+       " ('🏫', '😣'),\n",
+       " ('📴', '😗'),\n",
+       " ('🚢', '😺'),\n",
+       " ('🚚', '😏'),\n",
+       " ('🐉', '😏'),\n",
+       " ('❒', '😏'),\n",
+       " ('🐊', '😏'),\n",
+       " ('🔔', '😗'),\n",
+       " ('◢', '😙'),\n",
+       " ('🏥', '😏'),\n",
+       " ('❔', '😳'),\n",
+       " ('🚖', '😳'),\n",
+       " ('🃏', '😟'),\n",
+       " ('▼', '😯'),\n",
+       " ('▌', '😑'),\n",
+       " ('☛', '😏'),\n",
+       " ('✩', '😏'),\n",
+       " ('💒', '😋'),\n",
+       " ('🚤', '😏'),\n",
+       " ('🐐', '🙏'),\n",
+       " ('■', '😿'),\n",
+       " ('🔚', '😉'),\n",
+       " ('🎻', '😏'),\n",
+       " ('🔷', '😏'),\n",
+       " ('🚦', '😯'),\n",
+       " ('🔓', '😟'),\n",
+       " ('🎽', '🙏'),\n",
+       " ('📅', '😈'),\n",
+       " ('🎺', '😗'),\n",
+       " ('✯', '😏'),\n",
+       " ('🍈', '😾'),\n",
+       " ('✉', '😏'),\n",
+       " ('╣', '😏'),\n",
+       " ('◤', '😗'),\n",
+       " ('○', '😃'),\n",
+       " ('🍼', '😽'),\n",
+       " ('📀', '😏'),\n",
+       " ('🚛', '😳'),\n",
+       " ('📓', '😏'),\n",
+       " ('☉', '😏'),\n",
+       " ('💴', '🙅'),\n",
+       " ('┼', '😯'),\n",
+       " ('🐃', '😏'),\n",
+       " ('➰', '😡'),\n",
+       " ('🔌', '😶'),\n",
+       " ('🍄', '😯'),\n",
+       " ('📕', '😏'),\n",
+       " ('📣', '🙋'),\n",
+       " ('🚓', '😏'),\n",
+       " ('🐗', '😃'),\n",
+       " ('↪', '😏'),\n",
+       " ('⛳', '😙'),\n",
+       " ('┻', '😾'),\n",
+       " ('┛', '😍'),\n",
+       " ('┃', '🙏'),\n",
+       " ('👱', '😏'),\n",
+       " ('⏳', '😰'),\n",
+       " ('💺', '😏'),\n",
+       " ('🏇', '😶'),\n",
+       " ('☻', '😏'),\n",
+       " ('📞', '🙏'),\n",
+       " ('Ⓐ', '😳'),\n",
+       " ('🌉', '😋'),\n",
+       " ('🚩', '😑'),\n",
+       " ('✎', '😋'),\n",
+       " ('📃', '🙏'),\n",
+       " ('🏨', '😏'),\n",
+       " ('📌', '😕'),\n",
+       " ('♎', '😳'),\n",
+       " ('💷', '🙏'),\n",
+       " ('🚄', '😋'),\n",
+       " ('▲', '😋'),\n",
+       " ('⛵', '😋'),\n",
+       " ('🔸', '😏'),\n",
+       " ('⌛', '🙇'),\n",
+       " ('🚜', '😗'),\n",
+       " ('🐆', '😏'),\n",
+       " ('👒', '😏'),\n",
+       " ('❕', '😏'),\n",
+       " ('🔛', '😽'),\n",
+       " ('♢', '😏'),\n",
+       " ('🇲', '🙏'),\n",
+       " ('❅', '😙'),\n",
+       " ('👝', '😺'),\n",
+       " ('✞', '🙏'),\n",
+       " ('◡', '😏'),\n",
+       " ('🎋', '😗'),\n",
+       " ('👥', '🙀'),\n",
+       " ('📵', '😏'),\n",
+       " ('🐡', '😏'),\n",
+       " ('◆', '😙'),\n",
+       " ('🏯', '😏'),\n",
+       " ('☂', '😏'),\n",
+       " ('🔭', '🙏'),\n",
+       " ('🎪', '😏'),\n",
+       " ('🐜', '😋'),\n",
+       " ('♌', '😙'),\n",
+       " ('☐', '😕'),\n",
+       " ('👷', '🙀'),\n",
+       " ('↳', '😏'),\n",
+       " ('🔈', '😏'),\n",
+       " ('📄', '😗'),\n",
+       " ('📍', '😏'),\n",
+       " ('🚐', '😙'),\n",
+       " ('🚔', '😏'),\n",
+       " ('🌋', '😋'),\n",
+       " ('📡', '🙀'),\n",
+       " ('⏩', '😏'),\n",
+       " ('🚳', '😗'),\n",
+       " ('✘', '😙'),\n",
+       " ('۞', '😏'),\n",
+       " ('☾', '😏'),\n",
+       " ('🅰', '🙀'),\n",
+       " ('📥', '😏'),\n",
+       " ('🇼', '🙏'),\n",
+       " ('┓', '😋'),\n",
+       " ('┣', '😋'),\n",
+       " ('Ⓛ', '🙏'),\n",
+       " ('Ⓔ', '🙏'),\n",
+       " ('🔦', '😏'),\n",
+       " ('👤', '😙'),\n",
+       " ('🚁', '😏'),\n",
+       " ('🎠', '🙆'),\n",
+       " ('🐁', '😐'),\n",
+       " ('📗', '😮'),\n",
+       " ('┐', '😶'),\n",
+       " ('☮', '😢'),\n",
+       " ('♂', '😏'),\n",
+       " ('◞', '😏'),\n",
+       " ('📯', '😏'),\n",
+       " ('🔩', '😮'),\n",
+       " ('👢', '😙'),\n",
+       " ('◂', '😏'),\n",
+       " ('📰', '😺'),\n",
+       " ('📶', '😏'),\n",
+       " ('🚥', '😏'),\n",
+       " ('🌄', '😏'),\n",
+       " ('🗾', '😏'),\n",
+       " ('🔶', '😏'),\n",
+       " ('🏤', '😏'),\n",
+       " ('🎩', '😏'),\n",
+       " ('Ⓜ', '😺'),\n",
+       " ('🔧', '😾'),\n",
+       " ('🐅', '😏'),\n",
+       " ('♮', '😏'),\n",
+       " ('🅾', '😶'),\n",
+       " ('🔄', '😏'),\n",
+       " ('☄', '😏'),\n",
+       " ('☨', '😏'),\n",
+       " ('📦', '😏'),\n",
+       " ('🚊', '😬'),\n",
+       " ('🔲', '😍'),\n",
+       " ('🔁', '😯'),\n",
+       " ('△', '😏'),\n",
+       " ('📆', '😗'),\n",
+       " ('❛', '🙏'),\n",
+       " ('📉', '🙏'),\n",
+       " ('▵', '🙏'),\n",
+       " ('🔎', '😍'),\n",
+       " ('☜', '😏'),\n",
+       " ('🇯', '🙏'),\n",
+       " ('🇵', '🙏'),\n",
+       " ('📘', '😬'),\n",
+       " ('✡', '😏'),\n",
+       " ('ⓔ', '😍'),\n",
+       " ('🔑', '😬'),\n",
+       " ('🔃', '😯'),\n",
+       " ('👃', '🙎'),\n",
+       " ('⭕', '🙏'),\n",
+       " ('🔘', '😏'),\n",
+       " ('ⓒ', '🙎'),\n",
+       " ('🚭', '😗'),\n",
+       " ('🚉', '😍'),\n",
+       " ('🚪', '😍'),\n",
+       " ('➳', '🙏'),\n",
+       " ('🚃', '😍'),\n",
+       " ('┯', '😐'),\n",
+       " ('🏬', '😏'),\n",
+       " ('☽', '😏'),\n",
+       " ('🆙', '🙏'),\n",
+       " ('🆖', '😬'),\n",
+       " ('☪', '😏'),\n",
+       " ('┗', '😗'),\n",
+       " ('🚮', '🙎'),\n",
+       " ('┫', '😏'),\n",
+       " ('Ⓞ', '🙏'),\n",
+       " ('❇', '😋'),\n",
+       " ('✴', '😋'),\n",
+       " ('┌', '😳'),\n",
+       " ('☊', '😗'),\n",
+       " ('🔕', '😡'),\n",
+       " ('⬛', '😡'),\n",
+       " ('❝', '😏'),\n",
+       " ('❞', '😏'),\n",
+       " ('🚞', '😋'),\n",
+       " ('🍶', '😋'),\n",
+       " ('🌐', '😋'),\n",
+       " ('♀', '😏'),\n",
+       " ('🚅', '😋'),\n",
+       " ('🚒', '😑'),\n",
+       " ('➣', '😏'),\n",
+       " ('♋', '😏'),\n",
+       " ('♍', '😋'),\n",
+       " ('🕝', '😑'),\n",
+       " ('ⓐ', '😗'),\n",
+       " ('✗', '😳'),\n",
+       " ('📙', '😺'),\n",
+       " ('Ⓢ', '😏'),\n",
+       " ('📋', '😋'),\n",
+       " ('⇢', '😳'),\n",
+       " ('🎱', '😺'),\n",
+       " ('🐞', '😏'),\n",
+       " ('🔺', '😏'),\n",
+       " ('ⓡ', '😗'),\n",
+       " ('🎍', '😏'),\n",
+       " ('♤', '😋'),\n",
+       " ('🎲', '😏'),\n",
+       " ('🎯', '😋'),\n",
+       " ('〠', '😏'),\n",
+       " ('🔉', '😋'),\n",
+       " ('↩', '😗'),\n",
+       " ('🚾', '😏'),\n",
+       " ('🎣', '😐'),\n",
+       " ('🔣', '😏'),\n",
+       " ('❎', '😕'),\n",
+       " ('➥', '😏'),\n",
+       " ('🅱', '😏'),\n",
+       " ('🎌', '😗'),\n",
+       " ('◣', '😏'),\n",
+       " ('⏬', '😗'),\n",
+       " ('♭', '😏'),\n",
+       " ('💠', '😏'),\n",
+       " ('ⓞ', '😗'),\n",
+       " ('🔳', '🙏'),\n",
+       " ('🏭', '🙏'),\n",
+       " ('🔰', '😏'),\n",
+       " ('🎳', '😐'),\n",
+       " ('☚', '😗'),\n",
+       " ('➽', '🙏'),\n",
+       " ('➫', '🙏'),\n",
+       " ('➖', '😕'),\n",
+       " ('🏮', '😏'),\n",
+       " ('📛', '😏'),\n",
+       " ('꒰', '🙏'),\n",
+       " ('꒱', '🙏'),\n",
+       " ('◝', '😐'),\n",
+       " ('📑', '😗'),\n",
+       " ('🎦', '😏'),\n",
+       " ('ⓧ', '😗'),\n",
+       " ('🇨', '😏'),\n",
+       " ('🇳', '😏'),\n",
+       " ('🔟', '😗'),\n",
+       " ('〓', '😗'),\n",
+       " ('ⓜ', '🙏'),\n",
+       " ('➠', '😗'),\n",
+       " ('🚆', '🙏'),\n",
+       " ('🚠', '😏'),\n",
+       " ('℅', '😕'),\n",
+       " ('☃', '🙏'),\n",
+       " ('🚽', '😗'),\n",
+       " ('📐', '😏'),\n",
+       " ('ⓝ', '😗'),\n",
+       " ('✮', '😏'),\n",
+       " ('⇦', '😗'),\n",
+       " ('👲', '🙏'),\n",
+       " ('🚡', '😐'),\n",
+       " ('🎑', '😏'),\n",
+       " ('🔬', '😗'),\n",
+       " ('➗', '😐'),\n",
+       " ('📈', '🙏'),\n",
+       " ('⌘', '😏'),\n",
+       " ('⏪', '🙏'),\n",
+       " ('╹', '😏'),\n",
+       " ('◎', '😗'),\n",
+       " ('🔼', '😏'),\n",
+       " ('꒦', '😕'),\n",
+       " ('📎', '😗'),\n",
+       " ('⑅', '😗'),\n",
+       " ('⍝', '😏'),\n",
+       " ('📁', '😏'),\n",
+       " ('✭', '😗'),\n",
+       " ('➲', '😏'),\n",
+       " ('♓', '🙏'),\n",
+       " ('┏', '😗'),\n",
+       " ('☇', '😗'),\n",
+       " ('♺', '😏'),\n",
+       " ('♞', '😏'),\n",
+       " ('࿎', '😕'),\n",
+       " ('📠', '😏'),\n",
+       " ('👘', '😗'),\n",
+       " ('↙', '😗'),\n",
+       " ('Ⓕ', '🙏'),\n",
+       " ('Ⓦ', '🙏'),\n",
+       " ('Ⓟ', '🙏'),\n",
+       " ('🕑', '🙏'),\n",
+       " ('💽', '😏'),\n",
+       " ('🕛', '😗'),\n",
+       " ('🎫', '😏'),\n",
+       " ('♈', '😕'),\n",
+       " ('📟', '😏'),\n",
+       " ('℃', '😏'),\n",
+       " ('↬', '😗'),\n",
+       " ('🕒', '😏'),\n",
+       " ('🇰', '😏'),\n",
+       " ('↱', '😏'),\n",
+       " ('✍', '😗'),\n",
+       " ('⇐', '😏'),\n",
+       " ('🏦', '😗'),\n",
+       " ('🔻', '😗'),\n",
+       " ('ⓟ', '😗'),\n",
+       " ('ⓕ', '😗'),\n",
+       " ('ⓘ', '😗'),\n",
+       " ('♿', '😗'),\n",
+       " ('⇗', '😗'),\n",
+       " ('⇘', '😗'),\n",
+       " ('ⓨ', '😗'),\n",
+       " ('ⓙ', '😗'),\n",
+       " ('▫', '😗'),\n",
+       " ('🔇', '😗'),\n",
+       " ('⌃', '😕'),\n",
+       " ('🔖', '😗'),\n",
+       " ('📜', '😗'),\n",
+       " ('♏', '😏'),\n",
+       " ('🚝', '😗'),\n",
+       " ('☢', '😏'),\n",
+       " ('🎏', '😏'),\n",
+       " ('┘', '😕'),\n",
+       " ('✝', '😕'),\n",
+       " ('❖', '😏'),\n",
+       " ('⍣', '😕'),\n",
+       " ('📮', '😕'),\n",
+       " ('🕕', '😕'),\n",
+       " ('🇭', '😏'),\n",
+       " ('◜', '😏'),\n",
+       " ('🔯', '😗'),\n",
+       " ('➸', '😗'),\n",
+       " ('꒵', '😗'),\n",
+       " ('🕥', '😕'),\n",
+       " ('♙', '😏'),\n",
+       " ('▿', '😏'),\n",
+       " ('⚃', '😏'),\n",
+       " ('✽', '😗'),\n",
+       " ('📼', '😗'),\n",
+       " ('🕐', '😕'),\n",
+       " ('🀄', '😗'),\n",
+       " ('✾', '😏'),\n",
+       " ('✬', '😗'),\n",
+       " ('🆑', '😏'),\n",
+       " ('✫', '😗'),\n",
+       " ('🕔', '😕'),\n",
+       " ('❣', '😗'),\n",
+       " ('➱', '😏'),\n",
+       " ('🆕', '😏'),\n",
+       " ('➢', '😏'),\n",
+       " ('↕', '😏'),\n",
+       " ('📫', '😗'),\n",
+       " ('🉐', '😗'),\n",
+       " ('♊', '😏'),\n",
+       " ('🈂', '😕'),\n",
+       " ('🎰', '😕'),\n",
+       " ('҂', '😕'),\n",
+       " ('╤', '😕'),\n",
+       " ('➛', '😏'),\n",
+       " ('♝', '😏'),\n",
+       " ('❋', '😏'),\n",
+       " ('✆', '😏'),\n",
+       " ('📔', '😗')]"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "#show_demo()\n",
-    "v11 =  emoji_to_sentiment_vector(\"😢\")\n",
-    "sentiment_vector_to_emoji(v11)"
+    "[(e,sentiment_vector_to_emoji(emoji_to_sentiment_vector(e,only_emoticons=False))) for e in list_emojis]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": []
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[  3.33118392e-01   5.70015866e-09   5.45405624e-01   3.61891787e-02\n",
+      "   3.22864731e-02   1.87023274e-01   7.40931853e-01   3.08743564e-01\n",
+      "   3.68777881e-01   2.09713028e-01   8.63326899e-02   1.75456769e-01\n",
+      "   2.09456816e-01   7.45056142e-01   1.30260524e-01   5.82652509e-01\n",
+      "   3.53554352e-01   2.01443985e-01   4.85493431e-01   6.17183397e-01\n",
+      "   1.62094866e-01   4.74704900e-01   7.76465219e-02   1.66833329e-01\n",
+      "   5.36955643e-01   1.38652203e-01   5.67698362e-01   2.03066094e-01\n",
+      "   2.12404906e-01   5.36588512e-01   5.84954149e-01   3.52979027e-01\n",
+      "   9.03901452e-02   4.25609843e-02   4.81493548e-02   3.93456821e-01\n",
+      "   7.62805379e-01   6.29813840e-01   3.18599968e-01   5.01433361e-01\n",
+      "   7.06272570e-01   3.82249520e-01   6.95514681e-01   5.36365201e-01\n",
+      "   6.40151317e-01   7.60887637e-01   5.82859091e-01   5.91490468e-01\n",
+      "   6.00100317e-01   1.38855769e-01   4.98298989e-02   3.46598352e-01\n",
+      "   9.38806127e-02   1.68762005e-01   6.30326431e-01   2.65642057e-01\n",
+      "   8.06500677e-02   7.48501150e-01   5.36834774e-01   5.88758832e-01\n",
+      "   4.22651037e-01   2.42250408e-01   5.31306950e-01   3.36087236e-01\n",
+      "   9.53768085e-02   2.81491690e-01   3.83891422e-01   4.26413016e-01\n",
+      "   4.22486149e-01   7.57834870e-01   7.27857015e-01   1.86650364e-01\n",
+      "   7.41070465e-01   2.05220100e-01   5.35435751e-01   1.11520771e-01]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'😍'"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sentiment_vector_to_emoji(np.array([ 0.72967448,  0.05173769,  0.21858783]))"
+   ]
   },
   {
    "cell_type": "code",